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Fix model card rendering

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  1. .gitattributes +0 -2
  2. LICENSE.txt +21 -3
  3. README.md +42 -3
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LICENSE.txt CHANGED
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- version https://git-lfs.github.com/spec/v1
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+ MIT License
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+
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+ Copyright (c) Namitha Padmanabhan
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
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+ of this software and associated documentation files (the "Software"), to deal
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+ in the Software without restriction, including without limitation the rights
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+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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+ copies of the Software, and to permit persons to whom the Software is
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+ furnished to do so, subject to the following conditions:
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+
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+ The above copyright notice and this permission notice shall be included in all
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+ copies or substantial portions of the Software.
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+
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+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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+ SOFTWARE.
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+ ---
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+ license: mit
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+ tags:
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+ - video-compression
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+ - implicit-neural-representations
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+ - hypernetwork
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+ - pytorch
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+ ---
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+
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+ # TeCoNeRV Model Checkpoints
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+
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+ TeCoNeRV uses hypernetworks to predict implicit neural representation (INR) weights for video compression. A patch-tubelet decomposition enables hypernetworks to scale to high-resolution video prediction. The temporal coherence objective reduces redundancy across consecutive clips, enabling compact residual encoding of per-clip parameters.
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+
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+ This repository contains hypernetwork training checkpoints for the three model families described in the paper.
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+
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+ ## Model families
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+
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+ `nervenc` — Baseline NeRVEnc hypernetwork. Predicts full-resolution clip reconstructions directly.
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+
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+ `patch_tubelet` — Proposed patch-tubelet hypernetwork. Predicts parameters for spatial tubelets; full frames are reconstructed by tiling. Supports resolution-independent inference.
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+
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+ `teconerv` — Proposed method. Initialized from a `patch_tubelet` checkpoint and finetuned with a temporal coherence objective.
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+
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+ ## Getting started
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+
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+ See the [GitHub repository](https://github.com/namithap10/TeCoNeRV) for full documentation on setup, training, and evaluation. Checkpoint download instructions are in `docs/models.md`.
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+
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+ ```bash
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+ git lfs install
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+ git clone https://huggingface.co/namithap/teconerv-models
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+ ```
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @article{padmanabhan2026teconerv,
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+ title={TeCoNeRV: Leveraging Temporal Coherence for Compressible Neural Representations for Videos},
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+ author={Padmanabhan, Namitha and Gwilliam, Matthew and Shrivastava, Abhinav},
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+ journal={arXiv preprint arXiv:2602.16711},
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+ year={2026}
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+ }
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+ ```